Infrastructure Strategy for Workloads That Have Outgrown the Old Assumptions

High-performance computing and AI workloads have fundamentally changed what a data center needs to deliver. Power density requirements that were once exceptional are now routine. Cooling architecture that worked for a decade of enterprise computing often cannot support a single rack of modern GPU infrastructure. BY Ventures helps institutional clients build infrastructure strategy around what these workloads actually demand.

Start a Confidential Consultation

Choosing the Right Location Is the Decision That Decides Everything After It

Start a Confidential Consultation

A data center site selection decision is rarely revisited once it's made — the capital commitment, the contractual term, and the operational dependencies that follow are measured in years, not quarters. BY Ventures leads site selection and transaction processes for institutional clients who need that first decision to hold up under years of scrutiny.

13+

Years of Experience

12+

Projects Worldwide

93+

Clients Worldwide

What This Engagement Covers

Workload-Driven Infrastructure Planning

We start from the actual compute, power, and cooling requirements of our client's HPC or AI workloads — not from a generic infrastructure template — and work backward to facility requirements, density assumptions, and capacity planning.

Power and Cooling Strategy

GPU-class density has made power delivery and thermal management the binding constraint on most AI infrastructure decisions. We advise on liquid cooling versus air cooling tradeoffs, power densities per rack, and the realistic timeline for securing the megawatt capacity high-density deployments require.

Build, Lease, or Colocate Analysis

For clients deciding whether to build dedicated HPC capacity, lease hyperscale infrastructure, or colocate within an existing facility, we model the capital, operational, and timeline tradeoffs of each path against the client's actual workload trajectory.

Vendor and Architecture Neutrality

We are not affiliated with any chip manufacturer, infrastructure provider, or cooling technology vendor. Our recommendations are based on what the workload and the institution require, not on which architecture a provider is positioned to sell.

Why This Matters Now

Demand for AI and HPC capacity is currently outpacing the supply of power-ready infrastructure in most major markets. Institutions that plan capacity decisions reactively are increasingly finding themselves priced out of, or waitlisted for, the power and space their workloads require. We help clients plan ahead of that constraint rather than into it.

Schedule a Consultation

Related Services

Data Center Site Selection & Transactions

M&A and Capital Markets Advisory

Related Insights

Why Power, Not Space, Is the Real Constraint on AI Infrastructure in 2026

Liquid Cooling Economics: What Institutional Buyers Need to Know

Meet Our Team

Meet Our Dynamic and Talented
Corporate Business Team

Our corporate business team is composed of skilled professionals dedicated to driving success. With diverse expertise and a collaborative approach, we work together to deliver innovative solutions and exceptional results for our clients.

More Details

Mikołaj Wojciech

Senior Production Manager

More Details

Klara Antonina

Chief Financial Officer

More Details

Hubert Krzysztof

Executive Vice President

View Current Openings

Frequently Asked Questions